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B2B Engineering Insights & Architectural Teardowns

Data provenance without over-deletion in AI pipelines

Accurate data provenance at the record and token level bridges the gap in AI unlearning: how to find the forget set without mass data deletion. The problem arises at the moment of consent withdrawal by the author. Unlearning algorithms (e.g., NPO or RMU) expect a ready forget set, but in real pipelines, it does not … Read more

GDPR Edge Security for IoMT Without Compromises

GDPR edge security in IoMT requires shifting control to the network edge. The SEG approach demonstrates how to combine privacy-by-design and low latency without sacrificing efficiency. Remote monitoring systems for elderly patients (IoMT) face three simultaneous constraints. The data is classified as “sensitive” under GDPR and requires strict protection. Sensor-level devices are limited in energy … Read more

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